Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
water_supply is highly overall correlated with Total_Population and 15 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Households is highly overall correlated with water_supply and 15 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 15 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Female_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
Power_usage is highly overall correlated with water_supply and 15 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 15 other fields | High correlation |
Business_above_100 is highly overall correlated with water_supply and 16 other fields | High correlation |
complex_area is highly overall correlated with water_supply and 15 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 16 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with water_supply and 15 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with water_supply and 14 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 15 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Business_above_100 and 1 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with Business_above_100 | High correlation |
Average_Temp is highly overall correlated with Monthly_Rainfall and 3 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Ground_Temp is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Pressure is highly overall correlated with Average_Temp and 3 other fields | High correlation |
water_supply has unique values | Unique |
Total_Population has unique values | Unique |
Households has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Population has unique values | Unique |
Female_Population has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
Num_of_Business has unique values | Unique |
employment_ratio has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Average_Temp has 2 (1.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-01 02:36:54.142088 |
|---|---|
| Analysis finished | 2023-09-01 02:37:37.673395 |
| Duration | 43.53 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 394309.38 |
| Minimum | 230623.04 |
|---|---|
| Maximum | 565534.32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 230623.04 |
|---|---|
| 5-th percentile | 259831.58 |
| Q1 | 307429.75 |
| median | 396956.02 |
| Q3 | 479890.13 |
| 95-th percentile | 534276.72 |
| Maximum | 565534.32 |
| Range | 334911.29 |
| Interquartile range (IQR) | 172460.38 |
Descriptive statistics
| Standard deviation | 93195.165 |
|---|---|
| Coefficient of variation (CV) | 0.23635036 |
| Kurtosis | -1.3014164 |
| Mean | 394309.38 |
| Median Absolute Deviation (MAD) | 88786.175 |
| Skewness | 0.058932272 |
| Sum | 56780551 |
| Variance | 8.6853388 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 234206 | 1 | 0.7% |
| 230623.0357 | 1 | 0.7% |
| 459626.4 | 1 | 0.7% |
| 435598.2581 | 1 | 0.7% |
| 444778.9667 | 1 | 0.7% |
| 447094.5161 | 1 | 0.7% |
| 450269.3871 | 1 | 0.7% |
| 454142.5357 | 1 | 0.7% |
| 455340 | 1 | 0.7% |
| 458466.2667 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 230623.0357 | 1 | |
| 232326.9677 | 1 | |
| 234206 | 1 | |
| 236923.8333 | 1 | |
| 245231.9677 | 1 | |
| 256110.0323 | 1 | |
| 256875.5333 | 1 | |
| 259120.9032 | 1 | |
| 263858.7742 | 1 | |
| 264375.9355 | 1 |
| Value | Count | Frequency (%) |
| 565534.3226 | 1 | |
| 561707.9677 | 1 | |
| 558925.8333 | 1 | |
| 545017.8667 | 1 | |
| 538136.1333 | 1 | |
| 537825.5806 | 1 | |
| 536594.6774 | 1 | |
| 534545.7419 | 1 | |
| 532752.2581 | 1 | |
| 532372.9 | 1 |
Total_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 640903.28 |
| Minimum | 492891 |
|---|---|
| Maximum | 887015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 492891 |
|---|---|
| 5-th percentile | 499207.95 |
| Q1 | 525767.5 |
| median | 598868.5 |
| Q3 | 760318.25 |
| 95-th percentile | 867349.2 |
| Maximum | 887015 |
| Range | 394124 |
| Interquartile range (IQR) | 234550.75 |
Descriptive statistics
| Standard deviation | 131192.59 |
|---|---|
| Coefficient of variation (CV) | 0.20469952 |
| Kurtosis | -1.2187641 |
| Mean | 640903.28 |
| Median Absolute Deviation (MAD) | 82172 |
| Skewness | 0.55995307 |
| Sum | 92290072 |
| Variance | 1.7211496 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 492891 | 1 | 0.7% |
| 493951 | 1 | 0.7% |
| 678784 | 1 | 0.7% |
| 683038 | 1 | 0.7% |
| 686975 | 1 | 0.7% |
| 691086 | 1 | 0.7% |
| 696587 | 1 | 0.7% |
| 707124 | 1 | 0.7% |
| 715626 | 1 | 0.7% |
| 722220 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 492891 | 1 | |
| 493951 | 1 | |
| 495627 | 1 | |
| 496650 | 1 | |
| 497528 | 1 | |
| 497907 | 1 | |
| 498350 | 1 | |
| 499038 | 1 | |
| 500171 | 1 | |
| 502774 | 1 |
| Value | Count | Frequency (%) |
| 887015 | 1 | |
| 884225 | 1 | |
| 881154 | 1 | |
| 878879 | 1 | |
| 875987 | 1 | |
| 872537 | 1 | |
| 870361 | 1 | |
| 867819 | 1 | |
| 864687 | 1 | |
| 860865 | 1 |
Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249426.12 |
| Minimum | 185196 |
|---|---|
| Maximum | 372888 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 185196 |
|---|---|
| 5-th percentile | 187004.4 |
| Q1 | 196198 |
| median | 227266.5 |
| Q3 | 301726.25 |
| 95-th percentile | 360996.1 |
| Maximum | 372888 |
| Range | 187692 |
| Interquartile range (IQR) | 105528.25 |
Descriptive statistics
| Standard deviation | 60861.356 |
|---|---|
| Coefficient of variation (CV) | 0.24400554 |
| Kurtosis | -1.0434725 |
| Mean | 249426.12 |
| Median Absolute Deviation (MAD) | 34454.5 |
| Skewness | 0.66230127 |
| Sum | 35917362 |
| Variance | 3.7041046 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 185196 | 1 | 0.7% |
| 185587 | 1 | 0.7% |
| 263724 | 1 | 0.7% |
| 265814 | 1 | 0.7% |
| 267716 | 1 | 0.7% |
| 269782 | 1 | 0.7% |
| 272445 | 1 | 0.7% |
| 276695 | 1 | 0.7% |
| 280631 | 1 | 0.7% |
| 283903 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 185196 | 1 | |
| 185587 | 1 | |
| 186288 | 1 | |
| 186577 | 1 | |
| 186704 | 1 | |
| 186720 | 1 | |
| 186746 | 1 | |
| 186966 | 1 | |
| 187222 | 1 | |
| 189042 | 1 |
| Value | Count | Frequency (%) |
| 372888 | 1 | |
| 371115 | 1 | |
| 369284 | 1 | |
| 367918 | 1 | |
| 366147 | 1 | |
| 364392 | 1 | |
| 362941 | 1 | |
| 361285 | 1 | |
| 359359 | 1 | |
| 356761 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5915928 |
| Minimum | 2.3787706 |
|---|---|
| Maximum | 2.6800467 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.3787706 |
|---|---|
| 5-th percentile | 2.4026581 |
| Q1 | 2.5198982 |
| median | 2.635032 |
| Q3 | 2.6701958 |
| 95-th percentile | 2.6778914 |
| Maximum | 2.6800467 |
| Range | 0.30127611 |
| Interquartile range (IQR) | 0.15029757 |
Descriptive statistics
| Standard deviation | 0.091836673 |
|---|---|
| Coefficient of variation (CV) | 0.035436383 |
| Kurtosis | -0.5725663 |
| Mean | 2.5915928 |
| Median Absolute Deviation (MAD) | 0.041490529 |
| Skewness | -0.86010993 |
| Sum | 373.18936 |
| Variance | 0.0084339746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.661455971 | 1 | 0.7% |
| 2.661560346 | 1 | 0.7% |
| 2.57384235 | 1 | 0.7% |
| 2.569608824 | 1 | 0.7% |
| 2.566058809 | 1 | 0.7% |
| 2.56164607 | 1 | 0.7% |
| 2.55679862 | 1 | 0.7% |
| 2.555608161 | 1 | 0.7% |
| 2.5500604 | 1 | 0.7% |
| 2.543897035 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 2.378770569 | 1 | |
| 2.382617248 | 1 | |
| 2.386114752 | 1 | |
| 2.388790437 | 1 | |
| 2.392446203 | 1 | |
| 2.394500977 | 1 | |
| 2.398078476 | 1 | |
| 2.402034405 | 1 | |
| 2.406192693 | 1 | |
| 2.413001982 | 1 |
| Value | Count | Frequency (%) |
| 2.680046684 | 1 | |
| 2.680004896 | 1 | |
| 2.678957018 | 1 | |
| 2.678686711 | 1 | |
| 2.67810637 | 1 | |
| 2.677958962 | 1 | |
| 2.677897399 | 1 | |
| 2.677894297 | 1 | |
| 2.677875162 | 1 | |
| 2.677743627 | 1 |
Male_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 331462.23 |
| Minimum | 254025 |
|---|---|
| Maximum | 460788 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 254025 |
|---|---|
| 5-th percentile | 257320.2 |
| Q1 | 271438 |
| median | 309070 |
| Q3 | 393708.75 |
| 95-th percentile | 450604.35 |
| Maximum | 460788 |
| Range | 206763 |
| Interquartile range (IQR) | 122270.75 |
Descriptive statistics
| Standard deviation | 68607.34 |
|---|---|
| Coefficient of variation (CV) | 0.20698389 |
| Kurtosis | -1.2034971 |
| Mean | 331462.23 |
| Median Absolute Deviation (MAD) | 42588 |
| Skewness | 0.56793826 |
| Sum | 47730561 |
| Variance | 4.7069671 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 254025 | 1 | 0.7% |
| 254554 | 1 | 0.7% |
| 350946 | 1 | 0.7% |
| 353182 | 1 | 0.7% |
| 355222 | 1 | 0.7% |
| 357381 | 1 | 0.7% |
| 360319 | 1 | 0.7% |
| 365586 | 1 | 0.7% |
| 370095 | 1 | 0.7% |
| 373610 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 254025 | 1 | |
| 254554 | 1 | |
| 255403 | 1 | |
| 255912 | 1 | |
| 256419 | 1 | |
| 256628 | 1 | |
| 256841 | 1 | |
| 257235 | 1 | |
| 257803 | 1 | |
| 259263 | 1 |
| Value | Count | Frequency (%) |
| 460788 | 1 | |
| 459514 | 1 | |
| 457918 | 1 | |
| 456841 | 1 | |
| 455268 | 1 | |
| 453495 | 1 | |
| 452263 | 1 | |
| 450855 | 1 | |
| 449184 | 1 | |
| 447092 | 1 |
Female_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 309441.05 |
| Minimum | 238866 |
|---|---|
| Maximum | 426227 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 238866 |
|---|---|
| 5-th percentile | 241887.75 |
| Q1 | 254329.5 |
| median | 289798.5 |
| Q3 | 366609.5 |
| 95-th percentile | 416744.85 |
| Maximum | 426227 |
| Range | 187361 |
| Interquartile range (IQR) | 112280 |
Descriptive statistics
| Standard deviation | 62587.215 |
|---|---|
| Coefficient of variation (CV) | 0.20225893 |
| Kurtosis | -1.2351628 |
| Mean | 309441.05 |
| Median Absolute Deviation (MAD) | 39584 |
| Skewness | 0.55126668 |
| Sum | 44559511 |
| Variance | 3.9171595 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 238866 | 1 | 0.7% |
| 239397 | 1 | 0.7% |
| 327838 | 1 | 0.7% |
| 329856 | 1 | 0.7% |
| 331753 | 1 | 0.7% |
| 333705 | 1 | 0.7% |
| 336268 | 1 | 0.7% |
| 341538 | 1 | 0.7% |
| 345531 | 1 | 0.7% |
| 348610 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 238866 | 1 | |
| 239397 | 1 | |
| 240224 | 1 | |
| 240738 | 1 | |
| 241109 | 1 | |
| 241279 | 1 | |
| 241509 | 1 | |
| 241803 | 1 | |
| 242368 | 1 | |
| 243511 | 1 |
| Value | Count | Frequency (%) |
| 426227 | 1 | |
| 424711 | 1 | |
| 423236 | 1 | |
| 422038 | 1 | |
| 420719 | 1 | |
| 419042 | 1 | |
| 418098 | 1 | |
| 416964 | 1 | |
| 415503 | 1 | |
| 413773 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0702402 |
| Minimum | 1.0630312 |
|---|---|
| Maximum | 1.0824641 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0630312 |
|---|---|
| 5-th percentile | 1.0637046 |
| Q1 | 1.0667815 |
| median | 1.0690221 |
| Q3 | 1.0738632 |
| 95-th percentile | 1.0810821 |
| Maximum | 1.0824641 |
| Range | 0.019432959 |
| Interquartile range (IQR) | 0.0070816421 |
Descriptive statistics
| Standard deviation | 0.004992345 |
|---|---|
| Coefficient of variation (CV) | 0.0046646957 |
| Kurtosis | -0.04928927 |
| Mean | 1.0702402 |
| Median Absolute Deviation (MAD) | 0.0028112327 |
| Skewness | 0.8227462 |
| Sum | 154.11459 |
| Variance | 2.4923509 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.06346236 | 1 | 0.7% |
| 1.063313241 | 1 | 0.7% |
| 1.070486033 | 1 | 0.7% |
| 1.070715706 | 1 | 0.7% |
| 1.07074239 | 1 | 0.7% |
| 1.070948892 | 1 | 0.7% |
| 1.071523309 | 1 | 0.7% |
| 1.070410906 | 1 | 0.7% |
| 1.071090582 | 1 | 0.7% |
| 1.071713376 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.063031179 | 1 | |
| 1.063186859 | 1 | |
| 1.063313241 | 1 | |
| 1.06346236 | 1 | |
| 1.063484177 | 1 | |
| 1.063498252 | 1 | |
| 1.063615151 | 1 | |
| 1.06368415 | 1 | |
| 1.063820548 | 1 | |
| 1.063906708 | 1 |
| Value | Count | Frequency (%) |
| 1.082464138 | 1 | |
| 1.082218489 | 1 | |
| 1.082118944 | 1 | |
| 1.081945134 | 1 | |
| 1.081944825 | 1 | |
| 1.081715292 | 1 | |
| 1.081280398 | 1 | |
| 1.0810859 | 1 | |
| 1.081060787 | 1 | |
| 1.080524829 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 18 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2840278 |
| Minimum | 7.6 |
|---|---|
| Maximum | 9.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 7.6 |
|---|---|
| 5-th percentile | 7.6 |
| Q1 | 8 |
| median | 8.3 |
| Q3 | 8.4 |
| 95-th percentile | 9.085 |
| Maximum | 9.3 |
| Range | 1.7 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.41419957 |
|---|---|
| Coefficient of variation (CV) | 0.049999781 |
| Kurtosis | -0.026818503 |
| Mean | 8.2840278 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 0.1659731 |
| Sum | 1192.9 |
| Variance | 0.17156129 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 8.4 | 40 | |
| 8.3 | 23 | |
| 7.6 | 16 | 11.1% |
| 8.2 | 9 | 6.2% |
| 7.9 | 9 | 6.2% |
| 7.7 | 7 | 4.9% |
| 8.5 | 7 | 4.9% |
| 8.7 | 4 | 2.8% |
| 9 | 4 | 2.8% |
| 9.2 | 4 | 2.8% |
| Other values (8) | 21 |
| Value | Count | Frequency (%) |
| 7.6 | 16 | 11.1% |
| 7.7 | 7 | 4.9% |
| 7.8 | 3 | 2.1% |
| 7.9 | 9 | 6.2% |
| 8 | 3 | 2.1% |
| 8.1 | 3 | 2.1% |
| 8.2 | 9 | 6.2% |
| 8.3 | 23 | |
| 8.4 | 40 | |
| 8.5 | 7 | 4.9% |
| Value | Count | Frequency (%) |
| 9.3 | 2 | 1.4% |
| 9.2 | 4 | 2.8% |
| 9.1 | 2 | 1.4% |
| 9 | 4 | 2.8% |
| 8.9 | 2 | 1.4% |
| 8.8 | 3 | 2.1% |
| 8.7 | 4 | 2.8% |
| 8.6 | 3 | 2.1% |
| 8.5 | 7 | 4.9% |
| 8.4 | 40 |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3217596 × 109 |
| Minimum | 7.20258 × 108 |
|---|---|
| Maximum | 2.1717225 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 7.20258 × 108 |
|---|---|
| 5-th percentile | 9.0263015 × 108 |
| Q1 | 1.094286 × 109 |
| median | 1.3077807 × 109 |
| Q3 | 1.545146 × 109 |
| 95-th percentile | 1.7125652 × 109 |
| Maximum | 2.1717225 × 109 |
| Range | 1.4514645 × 109 |
| Interquartile range (IQR) | 4.5086 × 108 |
Descriptive statistics
| Standard deviation | 2.7685355 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.20945831 |
| Kurtosis | -0.69423442 |
| Mean | 1.3217596 × 109 |
| Median Absolute Deviation (MAD) | 2.3566402 × 108 |
| Skewness | 0.12626303 |
| Sum | 1.9033339 × 1011 |
| Variance | 7.6647887 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 941151000 | 1 | 0.7% |
| 907051000 | 1 | 0.7% |
| 1493379279 | 1 | 0.7% |
| 1363739847 | 1 | 0.7% |
| 1478947187 | 1 | 0.7% |
| 1619349764 | 1 | 0.7% |
| 1671362315 | 1 | 0.7% |
| 1615696378 | 1 | 0.7% |
| 1548214823 | 1 | 0.7% |
| 1502795115 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 720258000 | 1 | |
| 846808000 | 1 | |
| 860703000 | 1 | |
| 866755000 | 1 | |
| 888211000 | 1 | |
| 888670000 | 1 | |
| 900857000 | 1 | |
| 901850000 | 1 | |
| 907051000 | 1 | |
| 919779000 | 1 |
| Value | Count | Frequency (%) |
| 2171722483 | 1 | |
| 1847907632 | 1 | |
| 1839533346 | 1 | |
| 1794299086 | 1 | |
| 1792576987 | 1 | |
| 1734962430 | 1 | |
| 1716594160 | 1 | |
| 1714147820 | 1 | |
| 1703597016 | 1 | |
| 1692199452 | 1 |
Num_of_Business
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38075.951 |
| Minimum | 20772 |
|---|---|
| Maximum | 59483 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 20772 |
|---|---|
| 5-th percentile | 22510.6 |
| Q1 | 28534.25 |
| median | 39174 |
| Q3 | 46181.5 |
| 95-th percentile | 56140.3 |
| Maximum | 59483 |
| Range | 38711 |
| Interquartile range (IQR) | 17647.25 |
Descriptive statistics
| Standard deviation | 10779.138 |
|---|---|
| Coefficient of variation (CV) | 0.28309569 |
| Kurtosis | -1.0621671 |
| Mean | 38075.951 |
| Median Absolute Deviation (MAD) | 9208.5 |
| Skewness | 0.15991918 |
| Sum | 5482937 |
| Variance | 1.1618981 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21793 | 1 | 0.7% |
| 20902 | 1 | 0.7% |
| 40985 | 1 | 0.7% |
| 42123 | 1 | 0.7% |
| 42327 | 1 | 0.7% |
| 43305 | 1 | 0.7% |
| 44450 | 1 | 0.7% |
| 42096 | 1 | 0.7% |
| 43850 | 1 | 0.7% |
| 44819 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 20772 | 1 | |
| 20902 | 1 | |
| 21239 | 1 | |
| 21631 | 1 | |
| 21793 | 1 | |
| 21823 | 1 | |
| 22330 | 1 | |
| 22504 | 1 | |
| 22548 | 1 | |
| 22685 | 1 |
| Value | Count | Frequency (%) |
| 59483 | 1 | |
| 58947 | 1 | |
| 58459 | 1 | |
| 58445 | 1 | |
| 57667 | 1 | |
| 57657 | 1 | |
| 57015 | 1 | |
| 56176 | 1 | |
| 55938 | 1 | |
| 55667 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 92 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 365.36111 |
| Minimum | 231 |
|---|---|
| Maximum | 448 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 231 |
|---|---|
| 5-th percentile | 244.3 |
| Q1 | 304.5 |
| median | 392 |
| Q3 | 424.5 |
| 95-th percentile | 438.85 |
| Maximum | 448 |
| Range | 217 |
| Interquartile range (IQR) | 120 |
Descriptive statistics
| Standard deviation | 68.796407 |
|---|---|
| Coefficient of variation (CV) | 0.18829702 |
| Kurtosis | -1.0702971 |
| Mean | 365.36111 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | -0.67469548 |
| Sum | 52612 |
| Variance | 4732.9456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 428 | 7 | 4.9% |
| 426 | 4 | 2.8% |
| 433 | 4 | 2.8% |
| 394 | 4 | 2.8% |
| 423 | 3 | 2.1% |
| 253 | 3 | 2.1% |
| 427 | 3 | 2.1% |
| 393 | 3 | 2.1% |
| 257 | 3 | 2.1% |
| 387 | 3 | 2.1% |
| Other values (82) | 107 |
| Value | Count | Frequency (%) |
| 231 | 1 | |
| 236 | 1 | |
| 237 | 1 | |
| 238 | 1 | |
| 242 | 1 | |
| 243 | 1 | |
| 244 | 2 | |
| 246 | 1 | |
| 247 | 1 | |
| 248 | 1 |
| Value | Count | Frequency (%) |
| 448 | 1 | 0.7% |
| 445 | 2 | |
| 444 | 2 | |
| 443 | 1 | 0.7% |
| 440 | 1 | 0.7% |
| 439 | 1 | 0.7% |
| 438 | 2 | |
| 437 | 1 | 0.7% |
| 436 | 2 | |
| 433 | 4 |
complex_area
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 32.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70880119 |
| Minimum | 68773111 |
|---|---|
| Maximum | 72173771 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 68773111 |
|---|---|
| 5-th percentile | 68776392 |
| Q1 | 70495047 |
| median | 71235325 |
| Q3 | 71990493 |
| 95-th percentile | 72172903 |
| Maximum | 72173771 |
| Range | 3400660 |
| Interquartile range (IQR) | 1495446 |
Descriptive statistics
| Standard deviation | 1247893.3 |
|---|---|
| Coefficient of variation (CV) | 0.017605688 |
| Kurtosis | -0.99051597 |
| Mean | 70880119 |
| Median Absolute Deviation (MAD) | 755152.5 |
| Skewness | -0.6463676 |
| Sum | 1.0206737 × 1010 |
| Variance | 1.5572376 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 71990493 | 10 | 6.9% |
| 68812331 | 6 | 4.2% |
| 70495047 | 6 | 4.2% |
| 68773111 | 6 | 4.2% |
| 68778302 | 6 | 4.2% |
| 68818064 | 6 | 4.2% |
| 71984054 | 6 | 4.2% |
| 70613338 | 5 | 3.5% |
| 71984053 | 5 | 3.5% |
| 69041059 | 5 | 3.5% |
| Other values (37) | 83 |
| Value | Count | Frequency (%) |
| 68773111 | 6 | |
| 68776392 | 3 | |
| 68778302 | 6 | |
| 68812331 | 6 | |
| 68818064 | 6 | |
| 69041059 | 5 | |
| 70495047 | 6 | |
| 70560972 | 3 | |
| 70562777 | 3 | |
| 70611673 | 3 |
| Value | Count | Frequency (%) |
| 72173771 | 1 | 0.7% |
| 72173380 | 4 | |
| 72172903 | 5 | |
| 72172902 | 1 | 0.7% |
| 72172783 | 3 | |
| 72165351 | 1 | 0.7% |
| 72165237 | 4 | |
| 72165074 | 2 | 1.4% |
| 72163431 | 2 | 1.4% |
| 72163405 | 2 | 1.4% |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1296.5 |
| Minimum | 902 |
|---|---|
| Maximum | 1762 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 902 |
|---|---|
| 5-th percentile | 902 |
| Q1 | 1084 |
| median | 1336.5 |
| Q3 | 1459.5 |
| 95-th percentile | 1762 |
| Maximum | 1762 |
| Range | 860 |
| Interquartile range (IQR) | 375.5 |
Descriptive statistics
| Standard deviation | 256.03677 |
|---|---|
| Coefficient of variation (CV) | 0.19748304 |
| Kurtosis | -0.95023595 |
| Mean | 1296.5 |
| Median Absolute Deviation (MAD) | 201.5 |
| Skewness | -0.015700438 |
| Sum | 186696 |
| Variance | 65554.825 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1227 | 12 | |
| 902 | 12 | |
| 922 | 12 | |
| 1048 | 12 | |
| 1096 | 12 | |
| 1272 | 12 | |
| 1418 | 12 | |
| 1401 | 12 | |
| 1540 | 12 | |
| 1762 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 902 | 12 | |
| 922 | 12 | |
| 1048 | 12 | |
| 1096 | 12 | |
| 1227 | 12 | |
| 1272 | 12 | |
| 1401 | 12 | |
| 1418 | 12 | |
| 1434 | 12 | |
| 1536 | 12 |
| Value | Count | Frequency (%) |
| 1762 | 12 | |
| 1540 | 12 | |
| 1536 | 12 | |
| 1434 | 12 | |
| 1418 | 12 | |
| 1401 | 12 | |
| 1272 | 12 | |
| 1227 | 12 | |
| 1096 | 12 | |
| 1048 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4894.75 |
| Minimum | 2532 |
|---|---|
| Maximum | 6516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2532 |
|---|---|
| 5-th percentile | 2532 |
| Q1 | 4068.5 |
| median | 5039 |
| Q3 | 5939.75 |
| 95-th percentile | 6516 |
| Maximum | 6516 |
| Range | 3984 |
| Interquartile range (IQR) | 1871.25 |
Descriptive statistics
| Standard deviation | 1193.583 |
|---|---|
| Coefficient of variation (CV) | 0.24384963 |
| Kurtosis | -0.75422967 |
| Mean | 4894.75 |
| Median Absolute Deviation (MAD) | 957 |
| Skewness | -0.46732688 |
| Sum | 704844 |
| Variance | 1424640.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2532 | 12 | |
| 3242 | 12 | |
| 3947 | 12 | |
| 4109 | 12 | |
| 4846 | 12 | |
| 4911 | 12 | |
| 5167 | 12 | |
| 5211 | 12 | |
| 6023 | 12 | |
| 6516 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 2532 | 12 | |
| 3242 | 12 | |
| 3947 | 12 | |
| 4109 | 12 | |
| 4846 | 12 | |
| 4911 | 12 | |
| 5167 | 12 | |
| 5211 | 12 | |
| 5912 | 12 | |
| 6023 | 12 |
| Value | Count | Frequency (%) |
| 6516 | 12 | |
| 6321 | 12 | |
| 6023 | 12 | |
| 5912 | 12 | |
| 5211 | 12 | |
| 5167 | 12 | |
| 4911 | 12 | |
| 4846 | 12 | |
| 4109 | 12 | |
| 3947 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.67613904 |
| Minimum | 0.48018206 |
|---|---|
| Maximum | 0.78152819 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.48018206 |
|---|---|
| 5-th percentile | 0.48018206 |
| Q1 | 0.6691463 |
| median | 0.6806242 |
| Q3 | 0.72209746 |
| 95-th percentile | 0.78152819 |
| Maximum | 0.78152819 |
| Range | 0.30134613 |
| Interquartile range (IQR) | 0.052951159 |
Descriptive statistics
| Standard deviation | 0.080047673 |
|---|---|
| Coefficient of variation (CV) | 0.11838937 |
| Kurtosis | 0.82200051 |
| Mean | 0.67613904 |
| Median Absolute Deviation (MAD) | 0.026092159 |
| Skewness | -1.0495681 |
| Sum | 97.364022 |
| Variance | 0.00640763 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.4801820595 | 12 | |
| 0.5703729768 | 12 | |
| 0.6750470327 | 12 | |
| 0.6578610311 | 12 | |
| 0.7582537944 | 12 | |
| 0.6846507737 | 12 | |
| 0.7100453484 | 12 | |
| 0.6729080579 | 12 | |
| 0.6834222172 | 12 | |
| 0.7615708275 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.4801820595 | 12 | |
| 0.5703729768 | 12 | |
| 0.6578610311 | 12 | |
| 0.6729080579 | 12 | |
| 0.6750470327 | 12 | |
| 0.6778261867 | 12 | |
| 0.6834222172 | 12 | |
| 0.6846507737 | 12 | |
| 0.7100453484 | 12 | |
| 0.7582537944 | 12 |
| Value | Count | Frequency (%) |
| 0.7815281899 | 12 | |
| 0.7615708275 | 12 | |
| 0.7582537944 | 12 | |
| 0.7100453484 | 12 | |
| 0.6846507737 | 12 | |
| 0.6834222172 | 12 | |
| 0.6778261867 | 12 | |
| 0.6750470327 | 12 | |
| 0.6729080579 | 12 | |
| 0.6578610311 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96051708 |
| Minimum | 57877912 |
|---|---|
| Maximum | 1.6403188 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 57877912 |
|---|---|
| 5-th percentile | 57877912 |
| Q1 | 72332728 |
| median | 81448338 |
| Q3 | 1.1739272 × 108 |
| 95-th percentile | 1.6403188 × 108 |
| Maximum | 1.6403188 × 108 |
| Range | 1.0615397 × 108 |
| Interquartile range (IQR) | 45059993 |
Descriptive statistics
| Standard deviation | 35386354 |
|---|---|
| Coefficient of variation (CV) | 0.36840942 |
| Kurtosis | -0.81672861 |
| Mean | 96051708 |
| Median Absolute Deviation (MAD) | 17664932 |
| Skewness | 0.84483467 |
| Sum | 1.3831446 × 1010 |
| Variance | 1.2521941 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 57877912 | 12 | |
| 62155655 | 12 | |
| 65411156 | 12 | |
| 74639919 | 12 | |
| 78256415 | 12 | |
| 78786633 | 12 | |
| 84312478 | 12 | |
| 84110042 | 12 | |
| 109018733 | 12 | |
| 142514685 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 57877912 | 12 | |
| 62155655 | 12 | |
| 65411156 | 12 | |
| 74639919 | 12 | |
| 78256415 | 12 | |
| 78786633 | 12 | |
| 84110042 | 12 | |
| 84312478 | 12 | |
| 109018733 | 12 | |
| 142514685 | 12 |
| Value | Count | Frequency (%) |
| 164031884 | 12 | |
| 151504982 | 12 | |
| 142514685 | 12 | |
| 109018733 | 12 | |
| 84312478 | 12 | |
| 84110042 | 12 | |
| 78786633 | 12 | |
| 78256415 | 12 | |
| 74639919 | 12 | |
| 65411156 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.775 |
| Minimum | 9.4 |
|---|---|
| Maximum | 13.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 9.4 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 10.15 |
| median | 11.8 |
| Q3 | 13.525 |
| 95-th percentile | 13.7 |
| Maximum | 13.7 |
| Range | 4.3 |
| Interquartile range (IQR) | 3.375 |
Descriptive statistics
| Standard deviation | 1.6722122 |
|---|---|
| Coefficient of variation (CV) | 0.14201378 |
| Kurtosis | -1.6832075 |
| Mean | 11.775 |
| Median Absolute Deviation (MAD) | 1.75 |
| Skewness | -0.10372691 |
| Sum | 1695.6 |
| Variance | 2.7962937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 13.6 | 24 | |
| 9.6 | 12 | |
| 13.7 | 12 | |
| 13.5 | 12 | |
| 11.5 | 12 | |
| 10 | 12 | |
| 9.4 | 12 | |
| 10.2 | 12 | |
| 10.7 | 12 | |
| 12.1 | 12 |
| Value | Count | Frequency (%) |
| 9.4 | 12 | |
| 9.6 | 12 | |
| 10 | 12 | |
| 10.2 | 12 | |
| 10.7 | 12 | |
| 11.5 | 12 | |
| 12.1 | 12 | |
| 13.4 | 12 | |
| 13.5 | 12 | |
| 13.6 | 24 |
| Value | Count | Frequency (%) |
| 13.7 | 12 | |
| 13.6 | 24 | |
| 13.5 | 12 | |
| 13.4 | 12 | |
| 12.1 | 12 | |
| 11.5 | 12 | |
| 10.7 | 12 | |
| 10.2 | 12 | |
| 10 | 12 | |
| 9.6 | 12 |
employment_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 223976.51 |
| Minimum | 151400 |
|---|---|
| Maximum | 312922 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 151400 |
|---|---|
| 5-th percentile | 159702.45 |
| Q1 | 183872 |
| median | 218240.5 |
| Q3 | 264151.25 |
| 95-th percentile | 303514.8 |
| Maximum | 312922 |
| Range | 161522 |
| Interquartile range (IQR) | 80279.25 |
Descriptive statistics
| Standard deviation | 46686.147 |
|---|---|
| Coefficient of variation (CV) | 0.20844215 |
| Kurtosis | -1.1570388 |
| Mean | 223976.51 |
| Median Absolute Deviation (MAD) | 39632.5 |
| Skewness | 0.25769539 |
| Sum | 32252618 |
| Variance | 2.1795963 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 151400 | 1 | 0.7% |
| 152511 | 1 | 0.7% |
| 244085 | 1 | 0.7% |
| 244712 | 1 | 0.7% |
| 246698 | 1 | 0.7% |
| 247740 | 1 | 0.7% |
| 249053 | 1 | 0.7% |
| 250162 | 1 | 0.7% |
| 251839 | 1 | 0.7% |
| 254823 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 151400 | 1 | |
| 152391 | 1 | |
| 152511 | 1 | |
| 155766 | 1 | |
| 156725 | 1 | |
| 157942 | 1 | |
| 158950 | 1 | |
| 159684 | 1 | |
| 159807 | 1 | |
| 159838 | 1 |
| Value | Count | Frequency (%) |
| 312922 | 1 | |
| 312438 | 1 | |
| 310679 | 1 | |
| 308659 | 1 | |
| 306700 | 1 | |
| 305650 | 1 | |
| 305212 | 1 | |
| 303690 | 1 | |
| 302522 | 1 | |
| 300023 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.34925526 |
| Minimum | 0.3071673 |
|---|---|
| Maximum | 0.37797627 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.3071673 |
|---|---|
| 5-th percentile | 0.3190048 |
| Q1 | 0.34123461 |
| median | 0.35039201 |
| Q3 | 0.36137636 |
| 95-th percentile | 0.37365524 |
| Maximum | 0.37797627 |
| Range | 0.070808963 |
| Interquartile range (IQR) | 0.020141753 |
Descriptive statistics
| Standard deviation | 0.016393013 |
|---|---|
| Coefficient of variation (CV) | 0.046937055 |
| Kurtosis | -0.20122527 |
| Mean | 0.34925526 |
| Median Absolute Deviation (MAD) | 0.0097992655 |
| Skewness | -0.52057439 |
| Sum | 50.292757 |
| Variance | 0.00026873088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3071673047 | 1 | 0.7% |
| 0.3087573464 | 1 | 0.7% |
| 0.3595915637 | 1 | 0.7% |
| 0.3582699645 | 1 | 0.7% |
| 0.3591076822 | 1 | 0.7% |
| 0.3584792631 | 1 | 0.7% |
| 0.3575332299 | 1 | 0.7% |
| 0.3537738784 | 1 | 0.7% |
| 0.3519142681 | 1 | 0.7% |
| 0.3528329318 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.3071673047 | 1 | |
| 0.3074711426 | 1 | |
| 0.3087573464 | 1 | |
| 0.3136333434 | 1 | |
| 0.3150073966 | 1 | |
| 0.3172118488 | 1 | |
| 0.3176059223 | 1 | |
| 0.3189525434 | 1 | |
| 0.3193009097 | 1 | |
| 0.3195047294 | 1 |
| Value | Count | Frequency (%) |
| 0.3779762675 | 1 | |
| 0.3775938918 | 1 | |
| 0.3764179875 | 1 | |
| 0.3752057069 | 1 | |
| 0.3749053392 | 1 | |
| 0.374208992 | 1 | |
| 0.3737305979 | 1 | |
| 0.3736731829 | 1 | |
| 0.3735535766 | 1 | |
| 0.3725048191 | 1 |
Average_Temp
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 118 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.790972 |
| Minimum | -7.2 |
|---|---|
| Maximum | 28.4 |
| Zeros | 2 |
| Zeros (%) | 1.4% |
| Negative | 21 |
| Negative (%) | 14.6% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -7.2 |
|---|---|
| 5-th percentile | -2.085 |
| Q1 | 3.225 |
| median | 13.65 |
| Q3 | 22.325 |
| 95-th percentile | 26.785 |
| Maximum | 28.4 |
| Range | 35.6 |
| Interquartile range (IQR) | 19.1 |
Descriptive statistics
| Standard deviation | 10.084211 |
|---|---|
| Coefficient of variation (CV) | 0.78838505 |
| Kurtosis | -1.3394527 |
| Mean | 12.790972 |
| Median Absolute Deviation (MAD) | 8.9 |
| Skewness | -0.12644596 |
| Sum | 1841.9 |
| Variance | 101.69132 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.5 | 4 | 2.8% |
| 21.1 | 3 | 2.1% |
| 5.7 | 3 | 2.1% |
| 18.2 | 2 | 1.4% |
| 17.6 | 2 | 1.4% |
| 22.6 | 2 | 1.4% |
| 2.4 | 2 | 1.4% |
| 15.7 | 2 | 1.4% |
| 12.6 | 2 | 1.4% |
| 19.1 | 2 | 1.4% |
| Other values (108) | 120 |
| Value | Count | Frequency (%) |
| -7.2 | 1 | |
| -4.4 | 1 | |
| -3.9 | 1 | |
| -3.6 | 1 | |
| -3.4 | 1 | |
| -2.7 | 1 | |
| -2.4 | 1 | |
| -2.1 | 1 | |
| -2 | 1 | |
| -1.9 | 1 |
| Value | Count | Frequency (%) |
| 28.4 | 1 | |
| 27.7 | 2 | |
| 27.5 | 1 | |
| 27.4 | 1 | |
| 27.3 | 1 | |
| 26.9 | 1 | |
| 26.8 | 1 | |
| 26.7 | 1 | |
| 26.5 | 1 | |
| 26.2 | 1 |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.61042 |
| Minimum | 0.5 |
|---|---|
| Maximum | 794.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 9.105 |
| Q1 | 27.05 |
| median | 61.35 |
| Q3 | 119.8 |
| 95-th percentile | 383.38 |
| Maximum | 794.3 |
| Range | 793.8 |
| Interquartile range (IQR) | 92.75 |
Descriptive statistics
| Standard deviation | 135.83777 |
|---|---|
| Coefficient of variation (CV) | 1.2623106 |
| Kurtosis | 8.2327132 |
| Mean | 107.61042 |
| Median Absolute Deviation (MAD) | 38.75 |
| Skewness | 2.6626437 |
| Sum | 15495.9 |
| Variance | 18451.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.6 | 2 | 1.4% |
| 16.5 | 2 | 1.4% |
| 22.5 | 2 | 1.4% |
| 9.9 | 2 | 1.4% |
| 24.1 | 2 | 1.4% |
| 222.7 | 1 | 0.7% |
| 107 | 1 | 0.7% |
| 196.4 | 1 | 0.7% |
| 218.6 | 1 | 0.7% |
| 26.1 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 0.5 | 1 | |
| 0.7 | 1 | |
| 4.6 | 2 | |
| 5.4 | 1 | |
| 6.9 | 1 | |
| 7.9 | 1 | |
| 9 | 1 | |
| 9.7 | 1 | |
| 9.9 | 2 | |
| 10.9 | 1 |
| Value | Count | Frequency (%) |
| 794.3 | 1 | |
| 684.5 | 1 | |
| 659.3 | 1 | |
| 572.3 | 1 | |
| 426.2 | 1 | |
| 405.9 | 1 | |
| 391.5 | 1 | |
| 384.7 | 1 | |
| 375.9 | 1 | |
| 372.8 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.006944 |
| Minimum | 53 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 53 |
|---|---|
| 5-th percentile | 58.15 |
| Q1 | 64 |
| median | 70 |
| Q3 | 74.25 |
| 95-th percentile | 83 |
| Maximum | 89 |
| Range | 36 |
| Interquartile range (IQR) | 10.25 |
Descriptive statistics
| Standard deviation | 7.5960024 |
|---|---|
| Coefficient of variation (CV) | 0.10850356 |
| Kurtosis | -0.41445467 |
| Mean | 70.006944 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.21751159 |
| Sum | 10081 |
| Variance | 57.699252 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 73 | 12 | 8.3% |
| 71 | 11 | 7.6% |
| 65 | 11 | 7.6% |
| 63 | 11 | 7.6% |
| 72 | 8 | 5.6% |
| 69 | 8 | 5.6% |
| 67 | 7 | 4.9% |
| 81 | 6 | 4.2% |
| 70 | 6 | 4.2% |
| 64 | 5 | 3.5% |
| Other values (24) | 59 |
| Value | Count | Frequency (%) |
| 53 | 1 | 0.7% |
| 54 | 1 | 0.7% |
| 56 | 2 | 1.4% |
| 57 | 1 | 0.7% |
| 58 | 3 | 2.1% |
| 59 | 3 | 2.1% |
| 60 | 3 | 2.1% |
| 61 | 5 | |
| 62 | 2 | 1.4% |
| 63 | 11 |
| Value | Count | Frequency (%) |
| 89 | 1 | 0.7% |
| 88 | 1 | 0.7% |
| 87 | 1 | 0.7% |
| 86 | 1 | 0.7% |
| 84 | 1 | 0.7% |
| 83 | 5 | |
| 81 | 6 | |
| 80 | 2 | 1.4% |
| 79 | 4 | |
| 78 | 5 |
Ground_Temp
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 78.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.589583 |
| Minimum | -3.6 |
|---|---|
| Maximum | 32.4 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 21 |
| Negative (%) | 14.6% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -3.6 |
|---|---|
| 5-th percentile | -1.925 |
| Q1 | 4.075 |
| median | 14.8 |
| Q3 | 23.325 |
| 95-th percentile | 27.9 |
| Maximum | 32.4 |
| Range | 36 |
| Interquartile range (IQR) | 19.25 |
Descriptive statistics
| Standard deviation | 10.726242 |
|---|---|
| Coefficient of variation (CV) | 0.78929882 |
| Kurtosis | -1.4273669 |
| Mean | 13.589583 |
| Median Absolute Deviation (MAD) | 9.8 |
| Skewness | -0.065302718 |
| Sum | 1956.9 |
| Variance | 115.05227 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.3 | 4 | 2.8% |
| 0.9 | 3 | 2.1% |
| 7.3 | 3 | 2.1% |
| -1.4 | 3 | 2.1% |
| 20.1 | 3 | 2.1% |
| 24.5 | 2 | 1.4% |
| 18.4 | 2 | 1.4% |
| -1.2 | 2 | 1.4% |
| 14.8 | 2 | 1.4% |
| 27.9 | 2 | 1.4% |
| Other values (103) | 118 |
| Value | Count | Frequency (%) |
| -3.6 | 1 | 0.7% |
| -3.3 | 1 | 0.7% |
| -3.1 | 1 | 0.7% |
| -2.9 | 1 | 0.7% |
| -2.5 | 1 | 0.7% |
| -2.4 | 1 | 0.7% |
| -2.3 | 1 | 0.7% |
| -2 | 1 | 0.7% |
| -1.5 | 1 | 0.7% |
| -1.4 | 3 |
| Value | Count | Frequency (%) |
| 32.4 | 1 | |
| 30.4 | 1 | |
| 29.7 | 1 | |
| 29.3 | 1 | |
| 28.6 | 1 | |
| 28.3 | 1 | |
| 28.1 | 1 | |
| 27.9 | 2 | |
| 27.8 | 1 | |
| 27.7 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8055556 |
| Minimum | 1.1 |
|---|---|
| Maximum | 2.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 1.4 |
| Q1 | 1.6 |
| median | 1.8 |
| Q3 | 2 |
| 95-th percentile | 2.2 |
| Maximum | 2.7 |
| Range | 1.6 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.24687637 |
|---|---|
| Coefficient of variation (CV) | 0.13673153 |
| Kurtosis | 0.70612869 |
| Mean | 1.8055556 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.28029104 |
| Sum | 260 |
| Variance | 0.060947941 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 1.8 | 26 | |
| 1.7 | 22 | |
| 1.9 | 21 | |
| 2 | 18 | |
| 1.6 | 15 | |
| 1.5 | 13 | |
| 2.1 | 8 | 5.6% |
| 2.2 | 6 | 4.2% |
| 1.4 | 6 | 4.2% |
| 2.3 | 4 | 2.8% |
| Other values (4) | 5 | 3.5% |
| Value | Count | Frequency (%) |
| 1.1 | 1 | 0.7% |
| 1.3 | 2 | 1.4% |
| 1.4 | 6 | 4.2% |
| 1.5 | 13 | |
| 1.6 | 15 | |
| 1.7 | 22 | |
| 1.8 | 26 | |
| 1.9 | 21 | |
| 2 | 18 | |
| 2.1 | 8 | 5.6% |
| Value | Count | Frequency (%) |
| 2.7 | 1 | 0.7% |
| 2.4 | 1 | 0.7% |
| 2.3 | 4 | 2.8% |
| 2.2 | 6 | 4.2% |
| 2.1 | 8 | 5.6% |
| 2 | 18 | |
| 1.9 | 21 | |
| 1.8 | 26 | |
| 1.7 | 22 | |
| 1.6 | 15 |
Average_Pressure
Real number (ℝ)
| Distinct | 104 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1012.4069 |
| Minimum | 1001.6 |
|---|---|
| Maximum | 1023.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1001.6 |
|---|---|
| 5-th percentile | 1002.5 |
| Q1 | 1005.7 |
| median | 1013.6 |
| Q3 | 1018.3 |
| 95-th percentile | 1021.755 |
| Maximum | 1023.6 |
| Range | 22 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 6.753281 |
|---|---|
| Coefficient of variation (CV) | 0.0066705202 |
| Kurtosis | -1.4144943 |
| Mean | 1012.4069 |
| Median Absolute Deviation (MAD) | 6.15 |
| Skewness | -0.097752815 |
| Sum | 145786.6 |
| Variance | 45.606805 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1020.5 | 4 | 2.8% |
| 1003.4 | 3 | 2.1% |
| 1002 | 3 | 2.1% |
| 1009.5 | 3 | 2.1% |
| 1015.2 | 3 | 2.1% |
| 1002.5 | 2 | 1.4% |
| 1020.9 | 2 | 1.4% |
| 1009.2 | 2 | 1.4% |
| 1004.1 | 2 | 1.4% |
| 1016.3 | 2 | 1.4% |
| Other values (94) | 118 |
| Value | Count | Frequency (%) |
| 1001.6 | 1 | 0.7% |
| 1001.8 | 1 | 0.7% |
| 1002 | 3 | |
| 1002.2 | 2 | |
| 1002.5 | 2 | |
| 1002.9 | 2 | |
| 1003 | 1 | 0.7% |
| 1003.1 | 1 | 0.7% |
| 1003.3 | 1 | 0.7% |
| 1003.4 | 3 |
| Value | Count | Frequency (%) |
| 1023.6 | 1 | |
| 1023.4 | 1 | |
| 1023.1 | 1 | |
| 1022.4 | 1 | |
| 1022.1 | 1 | |
| 1022 | 1 | |
| 1021.9 | 1 | |
| 1021.8 | 1 | |
| 1021.5 | 1 | |
| 1021.4 | 1 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | 0.975 | 0.975 | -0.905 | 0.975 | 0.975 | 0.903 | 0.879 | 0.913 | 0.968 | 0.745 | 0.935 | 0.849 | 0.933 | 0.642 | 0.962 | -0.265 | 0.975 | 0.186 | 0.232 | 0.117 | 0.188 | 0.253 | 0.205 | -0.162 |
| Total_Population | 0.975 | 1.000 | 1.000 | -0.930 | 1.000 | 1.000 | 0.923 | 0.912 | 0.944 | 0.996 | 0.758 | 0.963 | 0.857 | 0.948 | 0.662 | 0.990 | -0.258 | 1.000 | 0.215 | 0.065 | -0.008 | 0.070 | 0.087 | 0.192 | -0.003 |
| Households | 0.975 | 1.000 | 1.000 | -0.930 | 1.000 | 1.000 | 0.923 | 0.912 | 0.944 | 0.996 | 0.758 | 0.963 | 0.857 | 0.948 | 0.662 | 0.990 | -0.258 | 1.000 | 0.215 | 0.065 | -0.008 | 0.069 | 0.087 | 0.193 | -0.003 |
| Population_per_Households | -0.905 | -0.930 | -0.930 | 1.000 | -0.930 | -0.930 | -0.823 | -0.841 | -0.881 | -0.927 | -0.706 | -0.912 | -0.901 | -0.880 | -0.591 | -0.922 | 0.455 | -0.930 | -0.056 | -0.038 | 0.024 | -0.070 | -0.058 | -0.208 | -0.017 |
| Male_Population | 0.975 | 1.000 | 1.000 | -0.930 | 1.000 | 1.000 | 0.923 | 0.912 | 0.944 | 0.996 | 0.758 | 0.963 | 0.857 | 0.948 | 0.662 | 0.990 | -0.258 | 1.000 | 0.215 | 0.065 | -0.008 | 0.070 | 0.087 | 0.192 | -0.003 |
| Female_Population | 0.975 | 1.000 | 1.000 | -0.930 | 1.000 | 1.000 | 0.923 | 0.912 | 0.944 | 0.996 | 0.758 | 0.963 | 0.857 | 0.948 | 0.662 | 0.990 | -0.258 | 1.000 | 0.215 | 0.065 | -0.008 | 0.070 | 0.088 | 0.192 | -0.003 |
| Male_Female_Ratio | 0.903 | 0.923 | 0.923 | -0.823 | 0.923 | 0.923 | 1.000 | 0.939 | 0.859 | 0.914 | 0.584 | 0.882 | 0.741 | 0.871 | 0.613 | 0.894 | -0.067 | 0.923 | 0.212 | 0.108 | 0.029 | 0.114 | 0.134 | 0.211 | -0.063 |
| Population_aging_Ratio | 0.879 | 0.912 | 0.912 | -0.841 | 0.912 | 0.912 | 0.939 | 1.000 | 0.863 | 0.906 | 0.658 | 0.864 | 0.712 | 0.834 | 0.684 | 0.893 | -0.123 | 0.912 | 0.356 | 0.056 | -0.025 | 0.069 | 0.079 | 0.232 | -0.009 |
| Power_usage | 0.913 | 0.944 | 0.944 | -0.881 | 0.944 | 0.944 | 0.859 | 0.863 | 1.000 | 0.938 | 0.742 | 0.914 | 0.823 | 0.903 | 0.611 | 0.939 | -0.281 | 0.944 | 0.224 | -0.065 | -0.093 | -0.013 | -0.048 | 0.155 | 0.121 |
| Num_of_Business | 0.968 | 0.996 | 0.996 | -0.927 | 0.996 | 0.996 | 0.914 | 0.906 | 0.938 | 1.000 | 0.766 | 0.962 | 0.858 | 0.944 | 0.666 | 0.986 | -0.261 | 0.996 | 0.217 | 0.057 | -0.015 | 0.049 | 0.080 | 0.191 | 0.004 |
| Business_above_100 | 0.745 | 0.758 | 0.758 | -0.706 | 0.758 | 0.758 | 0.584 | 0.658 | 0.742 | 0.766 | 1.000 | 0.717 | 0.686 | 0.710 | 0.473 | 0.751 | -0.510 | 0.758 | 0.532 | 0.086 | -0.033 | -0.054 | 0.113 | 0.134 | 0.008 |
| complex_area | 0.935 | 0.963 | 0.963 | -0.912 | 0.963 | 0.963 | 0.882 | 0.864 | 0.914 | 0.962 | 0.717 | 1.000 | 0.892 | 0.943 | 0.661 | 0.958 | -0.338 | 0.963 | 0.154 | 0.031 | -0.021 | 0.070 | 0.058 | 0.212 | 0.014 |
| annual_household_income | 0.849 | 0.857 | 0.857 | -0.901 | 0.857 | 0.857 | 0.741 | 0.712 | 0.823 | 0.858 | 0.686 | 0.892 | 1.000 | 0.916 | 0.629 | 0.867 | -0.574 | 0.857 | 0.054 | 0.042 | 0.004 | 0.043 | 0.064 | 0.167 | 0.011 |
| High_School_Graduate_num | 0.933 | 0.948 | 0.948 | -0.880 | 0.948 | 0.948 | 0.871 | 0.834 | 0.903 | 0.944 | 0.710 | 0.943 | 0.916 | 1.000 | 0.741 | 0.944 | -0.329 | 0.948 | 0.185 | 0.038 | -0.031 | 0.009 | 0.062 | 0.187 | 0.012 |
| High_School_Graduate_ratio | 0.642 | 0.662 | 0.662 | -0.591 | 0.662 | 0.662 | 0.613 | 0.684 | 0.611 | 0.666 | 0.473 | 0.661 | 0.629 | 0.741 | 1.000 | 0.699 | -0.060 | 0.663 | 0.349 | 0.044 | -0.046 | -0.015 | 0.052 | 0.157 | 0.005 |
| personal_expense | 0.962 | 0.990 | 0.990 | -0.922 | 0.990 | 0.990 | 0.894 | 0.893 | 0.939 | 0.986 | 0.751 | 0.958 | 0.867 | 0.944 | 0.699 | 1.000 | -0.245 | 0.989 | 0.211 | 0.046 | -0.015 | 0.043 | 0.067 | 0.216 | 0.003 |
| benefits_vs_personal_expense | -0.265 | -0.258 | -0.258 | 0.455 | -0.258 | -0.258 | -0.067 | -0.123 | -0.281 | -0.261 | -0.510 | -0.338 | -0.574 | -0.329 | -0.060 | -0.245 | 1.000 | -0.258 | -0.091 | -0.021 | 0.056 | 0.052 | -0.040 | -0.028 | -0.031 |
| employment_ratio | 0.975 | 1.000 | 1.000 | -0.930 | 1.000 | 1.000 | 0.923 | 0.912 | 0.944 | 0.996 | 0.758 | 0.963 | 0.857 | 0.948 | 0.663 | 0.989 | -0.258 | 1.000 | 0.215 | 0.065 | -0.008 | 0.069 | 0.088 | 0.192 | -0.003 |
| employment_insurance_ratio | 0.186 | 0.215 | 0.215 | -0.056 | 0.215 | 0.215 | 0.212 | 0.356 | 0.224 | 0.217 | 0.532 | 0.154 | 0.054 | 0.185 | 0.349 | 0.211 | -0.091 | 0.215 | 1.000 | 0.031 | -0.119 | -0.223 | 0.049 | 0.053 | 0.026 |
| Average_Temp | 0.232 | 0.065 | 0.065 | -0.038 | 0.065 | 0.065 | 0.108 | 0.056 | -0.065 | 0.057 | 0.086 | 0.031 | 0.042 | 0.038 | 0.044 | 0.046 | -0.021 | 0.065 | 0.031 | 1.000 | 0.698 | 0.655 | 0.992 | 0.155 | -0.915 |
| Monthly_Rainfall | 0.117 | -0.008 | -0.008 | 0.024 | -0.008 | -0.008 | 0.029 | -0.025 | -0.093 | -0.015 | -0.033 | -0.021 | 0.004 | -0.031 | -0.046 | -0.015 | 0.056 | -0.008 | -0.119 | 0.698 | 1.000 | 0.714 | 0.680 | 0.143 | -0.676 |
| Average_Relative_Humadity | 0.188 | 0.070 | 0.069 | -0.070 | 0.070 | 0.070 | 0.114 | 0.069 | -0.013 | 0.049 | -0.054 | 0.070 | 0.043 | 0.009 | -0.015 | 0.043 | 0.052 | 0.069 | -0.223 | 0.655 | 0.714 | 1.000 | 0.639 | -0.147 | -0.571 |
| Ground_Temp | 0.253 | 0.087 | 0.087 | -0.058 | 0.087 | 0.088 | 0.134 | 0.079 | -0.048 | 0.080 | 0.113 | 0.058 | 0.064 | 0.062 | 0.052 | 0.067 | -0.040 | 0.088 | 0.049 | 0.992 | 0.680 | 0.639 | 1.000 | 0.188 | -0.925 |
| Average_Wind | 0.205 | 0.192 | 0.193 | -0.208 | 0.192 | 0.192 | 0.211 | 0.232 | 0.155 | 0.191 | 0.134 | 0.212 | 0.167 | 0.187 | 0.157 | 0.216 | -0.028 | 0.192 | 0.053 | 0.155 | 0.143 | -0.147 | 0.188 | 1.000 | -0.336 |
| Average_Pressure | -0.162 | -0.003 | -0.003 | -0.017 | -0.003 | -0.003 | -0.063 | -0.009 | 0.121 | 0.004 | 0.008 | 0.014 | 0.011 | 0.012 | 0.005 | 0.003 | -0.031 | -0.003 | 0.026 | -0.915 | -0.676 | -0.571 | -0.925 | -0.336 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 234206.000000 | 492891.0 | 185196.0 | 2.661456 | 254025.0 | 238866.0 | 1.063462 | 7.6 | 941151000.0 | 21793.0 | 274.0 | 69041059.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 151400.0 | 0.307167 | -4.4 | 26.9 | 73.0 | -3.1 | 1.5 | 1020.4 |
| 2010-02-01 | 230623.035714 | 493951.0 | 185587.0 | 2.661560 | 254554.0 | 239397.0 | 1.063313 | 7.6 | 907051000.0 | 20902.0 | 248.0 | 69041059.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 152511.0 | 0.308757 | 1.4 | 56.7 | 69.0 | 0.9 | 1.6 | 1017.4 |
| 2010-03-01 | 232326.967742 | 495627.0 | 186288.0 | 2.660542 | 255403.0 | 240224.0 | 1.063187 | 7.6 | 866755000.0 | 20772.0 | 246.0 | 69041059.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 152391.0 | 0.307471 | 4.6 | 78.7 | 69.0 | 4.9 | 2.3 | 1016.2 |
| 2010-04-01 | 236923.833333 | 496650.0 | 186577.0 | 2.661904 | 255912.0 | 240738.0 | 1.063031 | 7.6 | 901850000.0 | 21631.0 | 253.0 | 69041059.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 155766.0 | 0.313633 | 9.6 | 58.6 | 65.0 | 10.5 | 2.2 | 1013.9 |
| 2010-05-01 | 245231.967742 | 497528.0 | 186746.0 | 2.664196 | 256419.0 | 241109.0 | 1.063498 | 7.6 | 860703000.0 | 21239.0 | 251.0 | 69041059.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 156725.0 | 0.315007 | 17.1 | 100.7 | 73.0 | 18.4 | 1.9 | 1006.9 |
| 2010-06-01 | 265505.600000 | 497907.0 | 186704.0 | 2.666826 | 256628.0 | 241279.0 | 1.063615 | 7.6 | 846808000.0 | 22548.0 | 258.0 | 68812331.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 157942.0 | 0.317212 | 23.1 | 116.1 | 73.0 | 24.5 | 1.6 | 1005.7 |
| 2010-07-01 | 278059.419355 | 498350.0 | 186720.0 | 2.668970 | 256841.0 | 241509.0 | 1.063484 | 7.6 | 888670000.0 | 23202.0 | 263.0 | 68812331.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 158950.0 | 0.318953 | 26.0 | 206.8 | 83.0 | 27.3 | 1.8 | 1003.8 |
| 2010-08-01 | 275904.419355 | 499038.0 | 186966.0 | 2.669138 | 257235.0 | 241803.0 | 1.063821 | 7.6 | 900857000.0 | 22330.0 | 257.0 | 68812331.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 159838.0 | 0.320292 | 26.9 | 372.8 | 86.0 | 28.1 | 1.6 | 1006.4 |
| 2010-09-01 | 271495.866667 | 500171.0 | 187222.0 | 2.671540 | 257803.0 | 242368.0 | 1.063684 | 7.6 | 888211000.0 | 22759.0 | 257.0 | 68812331.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 159807.0 | 0.319505 | 22.2 | 375.9 | 81.0 | 23.4 | 1.7 | 1009.5 |
| 2010-10-01 | 259120.903226 | 502774.0 | 189042.0 | 2.659589 | 259263.0 | 243511.0 | 1.064687 | 7.6 | 720258000.0 | 23446.0 | 260.0 | 68812331.0 | 1227.0 | 2532.0 | 0.480182 | 57877912.0 | 9.6 | 159684.0 | 0.317606 | 14.4 | 30.0 | 74.0 | 14.9 | 1.4 | 1015.2 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 509744.870968 | 860865.0 | 356761.0 | 2.413002 | 447092.0 | 413773.0 | 1.080525 | 9.0 | 1.682398e+09 | 54974.0 | 418.0 | 72165074.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 300023.0 | 0.348513 | 8.1 | 102.8 | 72.0 | 8.7 | 1.9 | 1015.2 |
| 2021-04-01 | 509625.066667 | 864687.0 | 359359.0 | 2.406193 | 449184.0 | 415503.0 | 1.081061 | 9.0 | 1.644255e+09 | 55938.0 | 432.0 | 72165237.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 302522.0 | 0.349863 | 13.5 | 106.4 | 62.0 | 14.9 | 2.2 | 1013.8 |
| 2021-05-01 | 506794.516129 | 867819.0 | 361285.0 | 2.402034 | 450855.0 | 416964.0 | 1.081280 | 9.1 | 1.606100e+09 | 56176.0 | 426.0 | 72165237.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 303690.0 | 0.349946 | 16.5 | 179.2 | 77.0 | 17.8 | 2.0 | 1004.7 |
| 2021-06-01 | 538136.133333 | 870361.0 | 362941.0 | 2.398078 | 452263.0 | 418098.0 | 1.081715 | 9.1 | 1.658285e+09 | 57657.0 | 428.0 | 72165237.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 305212.0 | 0.350673 | 22.5 | 50.1 | 78.0 | 24.9 | 1.8 | 1003.4 |
| 2021-07-01 | 565534.322581 | 872537.0 | 364392.0 | 2.394501 | 453495.0 | 419042.0 | 1.082218 | 9.2 | 1.794299e+09 | 57667.0 | 424.0 | 72165237.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 305650.0 | 0.350300 | 27.7 | 134.4 | 77.0 | 29.3 | 1.8 | 1003.6 |
| 2021-08-01 | 561707.967742 | 875987.0 | 366147.0 | 2.392446 | 455268.0 | 420719.0 | 1.082119 | 9.2 | 1.839533e+09 | 58445.0 | 427.0 | 72163405.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 306700.0 | 0.350119 | 25.7 | 161.1 | 81.0 | 27.2 | 1.8 | 1004.2 |
| 2021-09-01 | 545017.866667 | 878879.0 | 367918.0 | 2.388790 | 456841.0 | 422038.0 | 1.082464 | 9.2 | 1.716594e+09 | 57015.0 | 433.0 | 72163405.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 308659.0 | 0.351196 | 22.6 | 164.1 | 75.0 | 23.1 | 2.1 | 1009.1 |
| 2021-10-01 | 534545.741935 | 881154.0 | 369284.0 | 2.386115 | 457918.0 | 423236.0 | 1.081945 | 9.2 | 1.634537e+09 | 59483.0 | 440.0 | 72163431.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 310679.0 | 0.352582 | 15.6 | 36.0 | 72.0 | 16.1 | 1.7 | 1016.8 |
| 2021-11-01 | 524098.933333 | 884225.0 | 371115.0 | 2.382617 | 459514.0 | 424711.0 | 1.081945 | 9.3 | 1.670443e+09 | 58947.0 | 438.0 | 72163431.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 312438.0 | 0.353347 | 7.9 | 104.2 | 74.0 | 7.6 | 1.6 | 1015.3 |
| 2021-12-01 | 523601.516129 | 887015.0 | 372888.0 | 2.378771 | 460788.0 | 426227.0 | 1.081086 | 9.3 | 1.792577e+09 | 58459.0 | 445.0 | 72163372.0 | 1434.0 | 5912.0 | 0.677826 | 164031884.0 | 13.4 | 312922.0 | 0.352781 | 0.7 | 12.3 | 65.0 | 0.7 | 1.9 | 1020.7 |